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Audit SAP High Standard Deviation

<p><strong>High Standard Deviation SAP Transactions</strong></p><p>This workflow is useful to analyse the distribution of any numeric field within the population of records from the source table. The workflow also identifies numeric values within the source table that have unusually high or low values relative to the rest of the population. In this example we are looking at vendor invoices for one Company Code, but the analysis can be applied to a wide variety of SAP data.</p><p>Standard deviation measures the variability of a population, and it is also commonly used to measure confidence in statistical conclusions. Stratification of data, often used with standard deviation analysis, can highlight transactions that are unexpected or that are potentially high-risk. Standard deviation analysis assists managers with understanding the dispersion of activities, that is, how consistent or inconsistent the data is.</p><p>To see an example of this workflow in action, click the Workflow Demonstration link under External Resources</p><p>This workflow requires the DVW KNIME Connector for SAP. For more details and to request a trial, visit us at www.dvwanalytics.com</p>

URL: Workflow Demonstration https://www.youtube.com/watch?v=GT_HYVST-2U
URL: www.dvwanalytics.com https://www.dvwanalytics.com/

High Standard Deviation SAP Transactions


This workflow is useful to analyse the distribution of any numeric field within the population of records from the source table. The workflow also identifies numeric values within the source table that have unusually high or low values relative to the rest of the population. In this example we are looking at vendor invoices for one Company Code, but the analysis can be applied to a wide variety of SAP data.

Standard deviation measures the variability of a population, and it is also commonly used to measure confidence in statistical conclusions. Stratification of data, often used with standard deviation analysis, can highlight transactions that are unexpected or that are potentially high-risk. Standard deviation analysis assists managers with understanding the dispersion of activities, that is, how consistent or inconsistent the data is.

To see an example of this workflow in action, click the Workflow Demonstration link under External Resources

This workflow requires the DVW KNIME Connector for SAP. For more details and to request a trial, visit us at www.dvwanalytics.com

Data Reading

Data Exploration

Data Validation

Identify Transactions with High/Low/Normal Standard Deviation

Dashboard & Report Generation

Apply different teststo validate data (numeric,strig, date&time,missing values, etc.)
Data Validation
Select transaction IDand amount
Field Selection
For numeric columns:it checks missing values andcomputes summary stats
Statistics of Dataset
Select the type of reportyou want to generate
Analysis Dashboard & Report
Set the thresholddynamically andsee results
HSD Detection
Extract Invoice Data from SAP
Extract SAP Data

Nodes

Extensions

Links